OpenCodePapers
universal-domain-adaptation-on-visda2017
Universal Domain Adaptation
Dataset Link
Results over time
Click legend items to toggle metrics. Hover points for model names.
Leaderboard
Show papers without code
Paper
Code
H-score
↕
Source-free
↕
ModelName
ReleaseDate
↕
Target Semantics Clustering via Text Representations for Robust Universal Domain Adaptation
✓ Link
90.36
no
TASC
2025-06-04
LEAD: Learning Decomposition for Source-free Universal Domain Adaptation
✓ Link
76.6
yes
LEAD
2024-03-06
Upcycling Models under Domain and Category Shift
✓ Link
73.1
yes
GLC
2023-03-13
MLNet: Mutual Learning Network with Neighborhood Invariance for Universal Domain Adaptation
✓ Link
69.9
no
MLNet
2023-12-13
Universal Domain Adaptation via Compressive Attention Matching
65.18
no
UniAM
2023-04-24
Boosting Novel Category Discovery Over Domains with Soft Contrastive Learning and All in One Classifier
✓ Link
60.1
no
SAN
2023-01-01
UMAD: Universal Model Adaptation under Domain and Category Shift
58.3
yes
UMAD
2021-12-16
Unified Optimal Transport Framework for Universal Domain Adaptation
✓ Link
57.32
no
UniOT
2022-10-31
Geometric Anchor Correspondence Mining With Uncertainty Modeling for Universal Domain Adaptation
56.4
no
GATE
2022-01-01
OVANet: One-vs-All Network for Universal Domain Adaptation
✓ Link
53.1
no
OVANet
2021-04-07
Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain Adaptation
✓ Link
44.0
yes
SHOT-O
2020-02-20
Domain Consensus Clustering for Universal Domain Adaptation
✓ Link
43.0
no
DCC
2021-06-05
Universal Domain Adaptation
34.8
no
UAN
2019-06-01